Pandas Profiling Report

Dataset statistics

Number of variables	11
Number of observations	1048575
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	88.0 MiB
Average record size in memory	88.0 B

Variable types

Numeric	8
Categorical	3

Alerts

`isFlaggedFraud` has constant value ""	Constant
`nameOrig` has a high cardinality: 1048317 distinct values	High cardinality
`nameDest` has a high cardinality: 449635 distinct values	High cardinality
`amount` is highly overall correlated with `oldbalanceDest` and 1 other fields	High correlation
`oldbalanceOrg` is highly overall correlated with `newbalanceOrig`	High correlation
`newbalanceOrig` is highly overall correlated with `oldbalanceOrg`	High correlation
`oldbalanceDest` is highly overall correlated with `amount` and 1 other fields	High correlation
`newbalanceDest` is highly overall correlated with `amount` and 1 other fields	High correlation
`isFraud` is highly skewed (γ1 = 30.2521979)	Skewed
`nameOrig` is uniformly distributed	Uniform
`oldbalanceOrg` has 342214 (32.6%) zeros	Zeros
`newbalanceOrig` has 580275 (55.3%) zeros	Zeros
`oldbalanceDest` has 437134 (41.7%) zeros	Zeros
`newbalanceDest` has 406914 (38.8%) zeros	Zeros
`isFraud` has 1047433 (99.9%) zeros	Zeros
`isFlaggedFraud` has 1048575 (100.0%) zeros	Zeros

Reproduction

Analysis started	2023-04-20 15:36:57.181278
Analysis finished	2023-04-20 15:40:06.719225
Duration	3 minutes and 9.54 seconds
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

step
Real number (ℝ)

Distinct	95
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.966174

Minimum	1
Maximum	95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.0 MiB

Quantile statistics

Minimum	1
5-th percentile	9
Q1	15
median	20
Q3	39
95-th percentile	45
Maximum	95
Range	94
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	15.623252
Coefficient of variation (CV)	0.57936478
Kurtosis	3.4335532
Mean	26.966174
Median Absolute Deviation (MAD)	11
Skewness	1.2944546
Sum	28276056
Variance	244.08599
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19	51352	4.9%
18	49579	4.7%
43	45060	4.3%
15	44609	4.3%
17	43361	4.1%
16	42471	4.1%
14	41485	4.0%
42	41304	3.9%
20	40625	3.9%
36	39774	3.8%
Other values (85)	608955	58.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2708	0.3%
2	1014	0.1%
3	552	0.1%
4	565	0.1%
5	665	0.1%
6	1660	0.2%
7	6837	0.7%
8	21097	2.0%
9	37628	3.6%
10	35991	3.4%

Value	Count	Frequency (%)
95	2980	0.3%
94	10372	1.0%
93	4444	0.4%
92	10	< 0.1%
91	8	< 0.1%
90	16	< 0.1%
89	6	< 0.1%
88	8	< 0.1%
87	6	< 0.1%
86	18	< 0.1%

type
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.0 MiB

CASH_OUT	373641
PAYMENT	353873
CASH_IN	227130
TRANSFER	86753
DEBIT	7178

Length

Max length	8
Median length	7
Mean length	7.4253754
Min length	5

Characters and Unicode

Total characters	7786063
Distinct characters	18
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PAYMENT
2nd row	PAYMENT
3rd row	TRANSFER
4th row	CASH_OUT
5th row	PAYMENT

Common Values

Value	Count	Frequency (%)
CASH_OUT	373641	35.6%
PAYMENT	353873	33.7%
CASH_IN	227130	21.7%
TRANSFER	86753	8.3%
DEBIT	7178	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
cash_out	373641	35.6%
payment	353873	33.7%
cash_in	227130	21.7%
transfer	86753	8.3%
debit	7178	0.7%

Most occurring characters

Value	Count	Frequency (%)
A	1041397	13.4%
T	821445	10.6%
S	687524	8.8%
N	667756	8.6%
C	600771	7.7%
H	600771	7.7%
_	600771	7.7%
E	447804	5.8%
O	373641	4.8%
U	373641	4.8%
Other values (8)	1570542	20.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	7185292	92.3%
Connector Punctuation	600771	7.7%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	1041397	14.5%
T	821445	11.4%
S	687524	9.6%
N	667756	9.3%
C	600771	8.4%
H	600771	8.4%
E	447804	6.2%
O	373641	5.2%
U	373641	5.2%
Y	353873	4.9%
Other values (7)	1216669	16.9%

Connector Punctuation

Value	Count	Frequency (%)
_	600771	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7185292	92.3%
Common	600771	7.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	1041397	14.5%
T	821445	11.4%
S	687524	9.6%
N	667756	9.3%
C	600771	8.4%
H	600771	8.4%
E	447804	6.2%
O	373641	5.2%
U	373641	5.2%
Y	353873	4.9%
Other values (7)	1216669	16.9%

Common

Value	Count	Frequency (%)
_	600771	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7786063	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	1041397	13.4%
T	821445	10.6%
S	687524	8.8%
N	667756	8.6%
C	600771	7.7%
H	600771	7.7%
_	600771	7.7%
E	447804	5.8%
O	373641	4.8%
U	373641	4.8%
Other values (8)	1570542	20.2%

amount
Real number (ℝ)

Distinct	1009606
Distinct (%)	96.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	158666.98

Minimum	0.1
Maximum	10000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.0 MiB

Quantile statistics

Minimum	0.1
5-th percentile	2097.002
Q1	12149.065
median	76343.33
Q3	213761.89
95-th percentile	519460.35
Maximum	10000000
Range	9999999.9
Interquartile range (IQR)	201612.83

Descriptive statistics

Standard deviation	264940.93
Coefficient of variation (CV)	1.6697925
Kurtosis	96.805427
Mean	158666.98
Median Absolute Deviation (MAD)	70322.84
Skewness	6.3741657
Sum	1.6637422 × 10¹¹
Variance	7.0193697 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000000	14	< 0.1%
706.25	6	< 0.1%
1711.67	5	< 0.1%
3172.71	5	< 0.1%
5838.16	5	< 0.1%
9217.19	5	< 0.1%
3279.19	5	< 0.1%
3216.8	5	< 0.1%
2432.1	5	< 0.1%
5909.55	5	< 0.1%
Other values (1009596)	1048515	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	1	< 0.1%
0.14	1	< 0.1%
0.2	1	< 0.1%
0.26	1	< 0.1%
0.3	1	< 0.1%
0.32	1	< 0.1%
0.37	1	< 0.1%
0.5	1	< 0.1%
0.52	1	< 0.1%
0.63	2	< 0.1%

Value	Count	Frequency (%)
10000000	14	< 0.1%
9977761.05	2	< 0.1%
9887819.06	2	< 0.1%
9465988.82	2	< 0.1%
9345700.07	2	< 0.1%
9039246.82	2	< 0.1%
8931607.89	2	< 0.1%
8924971.59	2	< 0.1%
8594065.09	2	< 0.1%
7937954.2	2	< 0.1%

nameOrig
Categorical

HIGH CARDINALITY UNIFORM

Distinct	1048317
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Memory size	8.0 MiB

C1214450722	2
C309111136	2
C1268675361	2
C720460198	2
C1109092856	2
Other values (1048312)	1048565

Length

Max length	11
Median length	11
Mean length	10.482179
Min length	5

Characters and Unicode

Total characters	10991351
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1048059 ?
Unique (%)	> 99.9%

Sample

1st row	C1231006815
2nd row	C1666544295
3rd row	C1305486145
4th row	C840083671
5th row	C2048537720

Common Values

Value	Count	Frequency (%)
C1214450722	2	< 0.1%
C309111136	2	< 0.1%
C1268675361	2	< 0.1%
C720460198	2	< 0.1%
C1109092856	2	< 0.1%
C545402485	2	< 0.1%
C1362689728	2	< 0.1%
C110179857	2	< 0.1%
C1467095135	2	< 0.1%
C2073023524	2	< 0.1%
Other values (1048307)	1048555	> 99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
c1214450722	2	< 0.1%
c443816828	2	< 0.1%
c645536800	2	< 0.1%
c301090204	2	< 0.1%
c563955235	2	< 0.1%
c150158085	2	< 0.1%
c2038530463	2	< 0.1%
c1378765159	2	< 0.1%
c556791598	2	< 0.1%
c263263252	2	< 0.1%
Other values (1048307)	1048555	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
1	1450056	13.2%
C	1048575	9.5%
2	1011021	9.2%
3	939627	8.5%
4	938760	8.5%
6	935202	8.5%
5	935188	8.5%
0	933624	8.5%
7	933248	8.5%
9	933108	8.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	9942776	90.5%
Uppercase Letter	1048575	9.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1450056	14.6%
2	1011021	10.2%
3	939627	9.5%
4	938760	9.4%
6	935202	9.4%
5	935188	9.4%
0	933624	9.4%
7	933248	9.4%
9	933108	9.4%
8	932942	9.4%

Uppercase Letter

Value	Count	Frequency (%)
C	1048575	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	9942776	90.5%
Latin	1048575	9.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1450056	14.6%
2	1011021	10.2%
3	939627	9.5%
4	938760	9.4%
6	935202	9.4%
5	935188	9.4%
0	933624	9.4%
7	933248	9.4%
9	933108	9.4%
8	932942	9.4%

Latin

Value	Count	Frequency (%)
C	1048575	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10991351	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1450056	13.2%
C	1048575	9.5%
2	1011021	9.2%
3	939627	8.5%
4	938760	8.5%
6	935202	8.5%
5	935188	8.5%
0	933624	8.5%
7	933248	8.5%
9	933108	8.5%

oldbalanceOrg
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	391033
Distinct (%)	37.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	874009.54

Minimum	0
Maximum	38900000
Zeros	342214
Zeros (%)	32.6%
Negative	0
Negative (%)	0.0%
Memory size	8.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	16002
Q3	136642.02
95-th percentile	6007521
Maximum	38900000
Range	38900000
Interquartile range (IQR)	136642.02

Descriptive statistics

Standard deviation	2971750.6
Coefficient of variation (CV)	3.4001351
Kurtosis	30.877779
Mean	874009.54
Median Absolute Deviation (MAD)	16002
Skewness	5.1242857
Sum	9.1646456 × 10¹¹
Variance	8.8313014 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	342214	32.6%
10100000	433	< 0.1%
10300000	424	< 0.1%
10200000	421	< 0.1%
10900000	387	< 0.1%
10400000	379	< 0.1%
10700000	378	< 0.1%
10600000	376	< 0.1%
10500000	375	< 0.1%
11000000	337	< 0.1%
Other values (391023)	702851	67.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	342214	32.6%
0.67	1	< 0.1%
1	57	< 0.1%
1.7	1	< 0.1%
2	51	< 0.1%
2.36	1	< 0.1%
3	53	< 0.1%
4	54	< 0.1%
4.58	1	< 0.1%
4.98	1	< 0.1%

Value	Count	Frequency (%)
38900000	1	< 0.1%
38600000	1	< 0.1%
38400000	2	< 0.1%
38300000	1	< 0.1%
38200000	1	< 0.1%
38000000	1	< 0.1%
37900000	1	< 0.1%
37500000	1	< 0.1%
37300000	1	< 0.1%
36700000	1	< 0.1%

newbalanceOrig
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	440792
Distinct (%)	42.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	893808.9

Minimum	0
Maximum	38900000
Zeros	580275
Zeros (%)	55.3%
Negative	0
Negative (%)	0.0%
Memory size	8.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	174599.99
95-th percentile	6168354.9
Maximum	38900000
Range	38900000
Interquartile range (IQR)	174599.99

Descriptive statistics

Standard deviation	3008271.3
Coefficient of variation (CV)	3.3656762
Kurtosis	30.139652
Mean	893808.9
Median Absolute Deviation (MAD)	0
Skewness	5.0604564
Sum	9.3722567 × 10¹¹
Variance	9.0496964 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	580275	55.3%
10300000	450	< 0.1%
10100000	449	< 0.1%
10200000	435	< 0.1%
10900000	405	< 0.1%
10700000	400	< 0.1%
10400000	399	< 0.1%
10600000	391	< 0.1%
10500000	388	< 0.1%
11000000	356	< 0.1%
Other values (440782)	464627	44.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	580275	55.3%
0.67	1	< 0.1%
0.73	1	< 0.1%
1.17	1	< 0.1%
1.48	1	< 0.1%
1.52	1	< 0.1%
1.63	1	< 0.1%
1.7	1	< 0.1%
1.78	1	< 0.1%
2.01	1	< 0.1%

Value	Count	Frequency (%)
38900000	2	< 0.1%
38600000	1	< 0.1%
38400000	2	< 0.1%
38300000	1	< 0.1%
38200000	1	< 0.1%
38000000	1	< 0.1%
37900000	1	< 0.1%
37500000	1	< 0.1%
37300000	1	< 0.1%
36700000	1	< 0.1%

nameDest
Categorical

Distinct	449635
Distinct (%)	42.9%
Missing	0
Missing (%)	0.0%
Memory size	8.0 MiB

C985934102	98
C1286084959	96
C1590550415	89
C248609774	88
C665576141	87
Other values (449630)	1048117

Length

Max length	11
Median length	11
Mean length	10.479478
Min length	4

Characters and Unicode

Total characters	10988519
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	371364 ?
Unique (%)	35.4%

Sample

1st row	M1979787155
2nd row	M2044282225
3rd row	C553264065
4th row	C38997010
5th row	M1230701703

Common Values

Value	Count	Frequency (%)
C985934102	98	< 0.1%
C1286084959	96	< 0.1%
C1590550415	89	< 0.1%
C248609774	88	< 0.1%
C665576141	87	< 0.1%
C2083562754	86	< 0.1%
C977993101	82	< 0.1%
C1360767589	81	< 0.1%
C451111351	80	< 0.1%
C306206744	79	< 0.1%
Other values (449625)	1047709	99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
c985934102	98	< 0.1%
c1286084959	96	< 0.1%
c1590550415	89	< 0.1%
c248609774	88	< 0.1%
c665576141	87	< 0.1%
c2083562754	86	< 0.1%
c977993101	82	< 0.1%
c1360767589	81	< 0.1%
c451111351	80	< 0.1%
c306206744	79	< 0.1%
Other values (449625)	1047709	99.9%

Most occurring characters

Value	Count	Frequency (%)
1	1446578	13.2%
2	1011948	9.2%
8	939332	8.5%
3	938299	8.5%
4	937381	8.5%
0	935604	8.5%
7	934680	8.5%
6	932589	8.5%
5	932032	8.5%
9	931501	8.5%
Other values (2)	1048575	9.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	9939944	90.5%
Uppercase Letter	1048575	9.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1446578	14.6%
2	1011948	10.2%
8	939332	9.5%
3	938299	9.4%
4	937381	9.4%
0	935604	9.4%
7	934680	9.4%
6	932589	9.4%
5	932032	9.4%
9	931501	9.4%

Uppercase Letter

Value	Count	Frequency (%)
C	694702	66.3%
M	353873	33.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	9939944	90.5%
Latin	1048575	9.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	1446578	14.6%
2	1011948	10.2%
8	939332	9.5%
3	938299	9.4%
4	937381	9.4%
0	935604	9.4%
7	934680	9.4%
6	932589	9.4%
5	932032	9.4%
9	931501	9.4%

Latin

Value	Count	Frequency (%)
C	694702	66.3%
M	353873	33.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10988519	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	1446578	13.2%
2	1011948	9.2%
8	939332	8.5%
3	938299	8.5%
4	937381	8.5%
0	935604	8.5%
7	934680	8.5%
6	932589	8.5%
5	932032	8.5%
9	931501	8.5%
Other values (2)	1048575	9.5%

oldbalanceDest
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	590110
Distinct (%)	56.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	978160.05

Minimum	0
Maximum	42100000
Zeros	437134
Zeros (%)	41.7%
Negative	0
Negative (%)	0.0%
Memory size	8.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	126377.21
Q3	915923.47
95-th percentile	4686136.4
Maximum	42100000
Range	42100000
Interquartile range (IQR)	915923.47

Descriptive statistics

Standard deviation	2296780.4
Coefficient of variation (CV)	2.3480619
Kurtosis	42.638314
Mean	978160.05
Median Absolute Deviation (MAD)	126377.21
Skewness	5.3731949
Sum	1.0256742 × 10¹²
Variance	5.2752002 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	437134	41.7%
10100000	314	< 0.1%
10300000	304	< 0.1%
10200000	295	< 0.1%
10900000	295	< 0.1%
10800000	291	< 0.1%
10500000	291	< 0.1%
10600000	284	< 0.1%
10700000	276	< 0.1%
10400000	265	< 0.1%
Other values (590100)	608826	58.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	437134	41.7%
0.37	1	< 0.1%
1	6	< 0.1%
2	7	< 0.1%
2.94	1	< 0.1%
3	1	< 0.1%
3.11	1	< 0.1%
4	4	< 0.1%
5	4	< 0.1%
6	4	< 0.1%

Value	Count	Frequency (%)
42100000	1	< 0.1%
41500000	1	< 0.1%
41400000	2	< 0.1%
41300000	4	< 0.1%
41100000	3	< 0.1%
41000000	1	< 0.1%
40900000	1	< 0.1%
39900000	1	< 0.1%
39000000	3	< 0.1%
38900000	1	< 0.1%

newbalanceDest
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	437054
Distinct (%)	41.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1114198

Minimum	0
Maximum	42200000
Zeros	406914
Zeros (%)	38.8%
Negative	0
Negative (%)	0.0%
Memory size	8.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	218260.36
Q3	1149807.5
95-th percentile	5140096.1
Maximum	42200000
Range	42200000
Interquartile range (IQR)	1149807.5

Descriptive statistics

Standard deviation	2416593.1
Coefficient of variation (CV)	2.1689082
Kurtosis	37.4222
Mean	1114198
Median Absolute Deviation (MAD)	218260.36
Skewness	5.0124557
Sum	1.1683201 × 10¹²
Variance	5.8399223 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	406914	38.8%
10200000	361	< 0.1%
10900000	350	< 0.1%
10500000	348	< 0.1%
10100000	343	< 0.1%
10400000	327	< 0.1%
10300000	324	< 0.1%
10800000	310	< 0.1%
11000000	304	< 0.1%
10600000	292	< 0.1%
Other values (437044)	638702	60.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	406914	38.8%
0.33	1	< 0.1%
2.94	1	< 0.1%
3.11	1	< 0.1%
7.7	1	< 0.1%
9.69	1	< 0.1%
10.98	1	< 0.1%
12.1	4	< 0.1%
12.82	6	< 0.1%
13.47	1	< 0.1%

Value	Count	Frequency (%)
42200000	1	< 0.1%
42100000	1	< 0.1%
41500000	1	< 0.1%
41400000	3	< 0.1%
41300000	5	< 0.1%
41100000	2	< 0.1%
40900000	1	< 0.1%
39900000	2	< 0.1%
39000000	2	< 0.1%
38900000	1	< 0.1%

isFraud
Real number (ℝ)

SKEWED ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0010890971

Minimum	0
Maximum	1
Zeros	1047433
Zeros (%)	99.9%
Negative	0
Negative (%)	0.0%
Memory size	8.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.032983511
Coefficient of variation (CV)	30.285189
Kurtosis	913.19722
Mean	0.0010890971
Median Absolute Deviation (MAD)	0
Skewness	30.252198
Sum	1142
Variance	0.001087912
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	1047433	99.9%
1	1142	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1047433	99.9%
1	1142	0.1%

Value	Count	Frequency (%)
1	1142	0.1%
0	1047433	99.9%

isFlaggedFraud
Real number (ℝ)

CONSTANT ZEROS

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0

Minimum	0
Maximum	0
Zeros	1048575
Zeros (%)	100.0%
Negative	0
Negative (%)	0.0%
Memory size	8.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	nan
Kurtosis	0
Mean	0
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	0
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	1048575	100.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1048575	100.0%

Value	Count	Frequency (%)
0	1048575	100.0%

Auto

Heatmap
Table

	step	amount	oldbalanceOrg	newbalanceOrig	oldbalanceDest	newbalanceDest	isFraud	type
step	1.000	-0.036	-0.024	-0.022	0.007	-0.002	0.026	0.048
amount	-0.036	1.000	0.030	-0.093	0.603	0.672	0.028	0.216
oldbalanceOrg	-0.024	0.030	1.000	0.815	0.009	-0.026	0.031	0.262
newbalanceOrig	-0.022	-0.093	0.815	1.000	0.022	-0.113	-0.027	0.266
oldbalanceDest	0.007	0.603	0.009	0.022	1.000	0.925	-0.016	0.093
newbalanceDest	-0.002	0.672	-0.026	-0.113	0.925	1.000	-0.005	0.109
isFraud	0.026	0.028	0.031	-0.027	-0.016	-0.005	1.000	0.054
type	0.048	0.216	0.262	0.266	0.093	0.109	0.054	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	step	type	amount	nameOrig	oldbalanceOrg	newbalanceOrig	nameDest	oldbalanceDest	newbalanceDest	isFraud
0	1	PAYMENT	9839.64	C1231006815	170136.00	160296.36	M1979787155	0.0	0.00	0
1	1	PAYMENT	1864.28	C1666544295	21249.00	19384.72	M2044282225	0.0	0.00	0
2	1	TRANSFER	181.00	C1305486145	181.00	0.00	C553264065	0.0	0.00	1
3	1	CASH_OUT	181.00	C840083671	181.00	0.00	C38997010	21182.0	0.00	1
4	1	PAYMENT	11668.14	C2048537720	41554.00	29885.86	M1230701703	0.0	0.00	0
5	1	PAYMENT	7817.71	C90045638	53860.00	46042.29	M573487274	0.0	0.00	0
6	1	PAYMENT	7107.77	C154988899	183195.00	176087.23	M408069119	0.0	0.00	0
7	1	PAYMENT	7861.64	C1912850431	176087.23	168225.59	M633326333	0.0	0.00	0
8	1	PAYMENT	4024.36	C1265012928	2671.00	0.00	M1176932104	0.0	0.00	0
9	1	DEBIT	5337.77	C712410124	41720.00	36382.23	C195600860	41898.0	40348.79	0

	step	type	amount	nameOrig	oldbalanceOrg	newbalanceOrig	nameDest	oldbalanceDest	newbalanceDest
1048565	95	TRANSFER	132387.24	C1654402840	15956.51	0.00	C1878219072	631284.08	763671.32
1048566	95	PAYMENT	12598.15	C565523855	30601.00	18002.85	M1740980642	0.00	0.00
1048567	95	CASH_OUT	279674.05	C990252469	18002.85	0.00	C574439165	1847488.28	2127162.32
1048568	95	PAYMENT	20721.54	C954269986	49732.00	29010.46	M812667644	0.00	0.00
1048569	95	PAYMENT	3210.11	C2113264897	11113.00	7902.89	M1989479599	0.00	0.00
1048570	95	CASH_OUT	132557.35	C1179511630	479803.00	347245.65	C435674507	484329.37	616886.72
1048571	95	PAYMENT	9917.36	C1956161225	90545.00	80627.64	M668364942	0.00	0.00
1048572	95	PAYMENT	14140.05	C2037964975	20545.00	6404.95	M1355182933	0.00	0.00
1048573	95	PAYMENT	10020.05	C1633237354	90605.00	80584.95	M1964992463	0.00	0.00
1048574	95	PAYMENT	11450.03	C1264356443	80584.95	69134.92	M677577406	0.00	0.00

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample